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Journal ArticleDOI

Improving variable-fidelity surrogate modeling via gradient-enhanced kriging and a generalized hybrid bridge function

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TLDR
It is shown that the gradient-enhanced GHBF proposed in this paper is very promising and can be used to significantly improve the efficiency, accuracy and robustness of VFM in the context of aero-loads prediction.
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This article is published in Aerospace Science and Technology.The article was published on 2013-03-01. It has received 313 citations till now. The article focuses on the topics: Surrogate model & Kriging.

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Citations
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An improved 2.75D method relating pressure distributions of 2D airfoils and 3D wings

TL;DR: In this article , the authors proposed an improved 2.75D method to address the problem of insufficient transformation accuracy in subsonic flow regions on transonic and subsonical wings.
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Surrogate-based entire trajectory optimization for full space mission from launch to reentry

TL;DR: In this article , a surrogate model is substituted for the original time-consuming model to improve the iterative efficiency and decrease the computational cost of the original dynamical model to realize the optimization of the entire trajectory from launch to reentry.
References
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Journal ArticleDOI

The design and analysis of computer experiments

TL;DR: This paper presents a meta-modelling framework for estimating Output from Computer Experiments-Predicting Output from Training Data and Criteria Based Designs for computer Experiments.
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Principles of geostatistics

G. Matheron
- 01 Dec 1963 - 
TL;DR: In this article, the authors present a new science leading to such an approach, namely geostatistics, which is a new approach for estimating the estimation of ore grades and reserves.
Journal Article

A statistical approach to some basic mine valuation problems on the Witwatersrand

TL;DR: In this paper, the application of the lognormal curve to the frequency distribution of gold values is discussed, and some fundamental concepts in application of statistics to mine valuation on the Witwatersrand are discussed.
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Recent advances in surrogate-based optimization

TL;DR: The present state of the art of constructing surrogate models and their use in optimization strategies is reviewed and extensive use of pictorial examples are made to give guidance as to each method's strengths and weaknesses.
Journal ArticleDOI

A Trust Region Framework for Managing the Use of Approximation Models in Optimization

TL;DR: An analytically robust, globally convergent approach to managing the use of approximation models of varying fidelity in optimization, based on the trust region idea from nonlinear programming, which is shown to be provably convergent to a solution of the original high-fidelity problem.
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